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1.
Cell ; 174(5): 1293-1308.e36, 2018 08 23.
Artigo em Inglês | MEDLINE | ID: mdl-29961579

RESUMO

Knowledge of immune cell phenotypes in the tumor microenvironment is essential for understanding mechanisms of cancer progression and immunotherapy response. We profiled 45,000 immune cells from eight breast carcinomas, as well as matched normal breast tissue, blood, and lymph nodes, using single-cell RNA-seq. We developed a preprocessing pipeline, SEQC, and a Bayesian clustering and normalization method, Biscuit, to address computational challenges inherent to single-cell data. Despite significant similarity between normal and tumor tissue-resident immune cells, we observed continuous phenotypic expansions specific to the tumor microenvironment. Analysis of paired single-cell RNA and T cell receptor (TCR) sequencing data from 27,000 additional T cells revealed the combinatorial impact of TCR utilization on phenotypic diversity. Our results support a model of continuous activation in T cells and do not comport with the macrophage polarization model in cancer. Our results have important implications for characterizing tumor-infiltrating immune cells.


Assuntos
Neoplasias da Mama/imunologia , Regulação Neoplásica da Expressão Gênica , Receptores de Antígenos de Linfócitos T/metabolismo , Análise de Sequência de RNA , Análise de Célula Única , Microambiente Tumoral/imunologia , Teorema de Bayes , Neoplasias da Mama/patologia , Análise por Conglomerados , Biologia Computacional , Feminino , Perfilação da Expressão Gênica , Humanos , Sistema Imunitário , Imunoterapia/métodos , Linfonodos , Linfócitos do Interstício Tumoral , Macrófagos/metabolismo , Fenótipo , Transcriptoma
2.
Nature ; 581(7809): 475-479, 2020 05.
Artigo em Inglês | MEDLINE | ID: mdl-32461639

RESUMO

Intestinal health relies on the immunosuppressive activity of CD4+ regulatory T (Treg) cells1. Expression of the transcription factor Foxp3 defines this lineage, and can be induced extrathymically by dietary or commensal-derived antigens in a process assisted by a Foxp3 enhancer known as conserved non-coding sequence 1 (CNS1)2-4. Products of microbial fermentation including butyrate facilitate the generation of peripherally induced Treg (pTreg) cells5-7, indicating that metabolites shape the composition of the colonic immune cell population. In addition to dietary components, bacteria modify host-derived molecules, generating a number of biologically active substances. This is epitomized by the bacterial transformation of bile acids, which creates a complex pool of steroids8 with a range of physiological functions9. Here we screened the major species of deconjugated bile acids for their ability to potentiate the differentiation of pTreg cells. We found that the secondary bile acid 3ß-hydroxydeoxycholic acid (isoDCA) increased Foxp3 induction by acting on dendritic cells (DCs) to diminish their immunostimulatory properties. Ablating one receptor, the farnesoid X receptor, in DCs enhanced the generation of Treg cells and imposed a transcriptional profile similar to that induced by isoDCA, suggesting an interaction between this bile acid and nuclear receptor. To investigate isoDCA in vivo, we took a synthetic biology approach and designed minimal microbial consortia containing engineered Bacteroides strains. IsoDCA-producing consortia increased the number of colonic RORγt-expressing Treg cells in a CNS1-dependent manner, suggesting enhanced extrathymic differentiation.


Assuntos
Bactérias/metabolismo , Ácidos e Sais Biliares/química , Ácidos e Sais Biliares/metabolismo , Linfócitos T Reguladores/citologia , Linfócitos T Reguladores/imunologia , Sequência de Aminoácidos , Animais , Bacteroides/metabolismo , Colo/microbiologia , Células Dendríticas/imunologia , Células Dendríticas/metabolismo , Feminino , Fermentação , Microbioma Gastrointestinal , Masculino , Camundongos , Camundongos Endogâmicos C57BL , Consórcios Microbianos , Membro 3 do Grupo F da Subfamília 1 de Receptores Nucleares/metabolismo , Receptores Citoplasmáticos e Nucleares/metabolismo
3.
Nucleic Acids Res ; 37(Database issue): D185-90, 2009 Jan.
Artigo em Inglês | MEDLINE | ID: mdl-18978024

RESUMO

Minimotif Miner (MnM) consists of a minimotif database and a web-based application that enables prediction of motif-based functions in user-supplied protein queries. We have revised MnM by expanding the database more than 10-fold to approximately 5000 motifs and standardized the motif function definitions. The web-application user interface has been redeveloped with new features including improved navigation, screencast-driven help, support for alias names and expanded SNP analysis. A sample analysis of prion shows how MnM 2 can be used. Weblink: http://mnm.engr.uconn.edu, weblink for version 1 is http://sms.engr.uconn.edu.


Assuntos
Motivos de Aminoácidos , Bases de Dados de Proteínas , Domínios e Motivos de Interação entre Proteínas , Motivos de Aminoácidos/genética , Internet , Polimorfismo de Nucleotídeo Único , Príons , Análise de Sequência de Proteína , Interface Usuário-Computador
4.
BMC Bioinformatics ; 11: 328, 2010 Jun 16.
Artigo em Inglês | MEDLINE | ID: mdl-20565705

RESUMO

BACKGROUND: Minimotifs are short peptide sequences within one protein, which are recognized by other proteins or molecules. While there are now several minimotif databases, they are incomplete. There are reports of many minimotifs in the primary literature, which have yet to be annotated, while entirely novel minimotifs continue to be published on a weekly basis. Our recently proposed function and sequence syntax for minimotifs enables us to build a general tool that will facilitate structured annotation and management of minimotif data from the biomedical literature. RESULTS: We have built the MimoSA application for minimotif annotation. The application supports management of the Minimotif Miner database, literature tracking, and annotation of new minimotifs. MimoSA enables the visualization, organization, selection and editing functions of minimotifs and their attributes in the MnM database. For the literature components, Mimosa provides paper status tracking and scoring of papers for annotation through a freely available machine learning approach, which is based on word correlation. The paper scoring algorithm is also available as a separate program, TextMine. Form-driven annotation of minimotif attributes enables entry of new minimotifs into the MnM database. Several supporting features increase the efficiency of annotation. The layered architecture of MimoSA allows for extensibility by separating the functions of paper scoring, minimotif visualization, and database management. MimoSA is readily adaptable to other annotation efforts that manually curate literature into a MySQL database. CONCLUSIONS: MimoSA is an extensible application that facilitates minimotif annotation and integrates with the Minimotif Miner database. We have built MimoSA as an application that integrates dynamic abstract scoring with a high performance relational model of minimotif syntax. MimoSA's TextMine, an efficient paper-scoring algorithm, can be used to dynamically rank papers with respect to context.


Assuntos
Algoritmos , Motivos de Aminoácidos , Bases de Dados de Proteínas , Proteínas/química , Animais , Inteligência Artificial , Mineração de Dados/métodos , Humanos , Ligação Proteica , Proteínas/metabolismo , Análise de Sequência de Proteína
5.
Cancer Prev Res (Phila) ; 13(1): 1-14, 2020 01.
Artigo em Inglês | MEDLINE | ID: mdl-31748255

RESUMO

Our understanding of the role of folate one-carbon metabolism in colon carcinogenesis remains incomplete. Previous studies indicate that a methyl donor-deficient (MDD) diet lacking folic acid, choline, methionine, and vitamin B12 is associated with long-lasting changes to the intestinal epithelium and sustained tumor protection in Apc-mutant mice. However, the metabolic pathways by which the MDD diet affects these changes are unknown. Colon samples harvested from ApcΔ14/+ mice fed the MDD diet for 18 weeks were profiled using a GC-MS and LC-MS/MS metabolomics platform. Random forest and pathway analyses were used to identify altered metabolic pathways, and associated gene expression changes were analyzed by RT-PCR. Approximately 100 metabolites affected by the MDD diet were identified. As expected, metabolites within the methionine cycle, including methionine (-2.9-fold, P < 0.001) and betaine (-3.3-fold, P < 0.001), were reduced. Elevated homocysteine (110-fold, P < 0.001) was associated with increased flux through the transsulfuration pathway. Unexpectedly, levels of deoxycholic acid (-4.5-fold, P < 0.05) and several other secondary bile acids were reduced. There were also unexpected reductions in the levels of carnitine (-2.0-fold, P < 0.01) and a panel of acylcarnitines involved in fatty acid ß-oxidation. Finally, metabolites involved in redox balance, including ascorbate and hypotaurine, were found to be persistently elevated. These findings provide clues to the molecular changes underlying MDD-mediated tumor protection and identify regulatable metabolic pathways that may provide new targets for colon cancer prevention and treatment. IMPLICATIONS: Metabolomic profiling reveals molecular changes underlying MDD-induced tumor protection and may provide new targets for colorectal cancer prevention and treatment.


Assuntos
Neoplasias do Colo/prevenção & controle , Comportamento Alimentar/fisiologia , Metionina/metabolismo , Proteína da Polipose Adenomatosa do Colo/genética , Animais , Cromatografia Líquida de Alta Pressão , Colo/metabolismo , Colo/patologia , Neoplasias do Colo/genética , Neoplasias do Colo/metabolismo , Neoplasias do Colo/patologia , Modelos Animais de Doenças , Humanos , Mucosa Intestinal/metabolismo , Mucosa Intestinal/patologia , Redes e Vias Metabólicas/fisiologia , Metabolômica , Camundongos , Mutação , Oxirredução , Espectrometria de Massas em Tandem
6.
Front Biosci ; 13: 6455-71, 2008 May 01.
Artigo em Inglês | MEDLINE | ID: mdl-18508672

RESUMO

Short functional peptide motifs cooperate in many molecular functions including protein interactions, protein trafficking, and posttranslational modifications. Viruses exploit these motifs as a principal mechanism for hijacking cells and many motifs are necessary for the viral life-cycle. A virus can accommodate many short motifs in its small genome size providing a plethora of ways for the virus to acquire host molecular machinery. Host enzymes that act on motifs such as kinases, proteases, and lipidation enzymes, as well as protein interaction domains, are commonly mutated in human disease, suggesting that the short peptide motif targets of these enzymes may also be mutated in disease; however, this is not observed. How can we explain why viruses have evolved to be so dependent on motifs, yet these motifs, in general do not seem to be as necessary for human viability? We propose that short motifs are used at the system level. This system architecture allows viruses to exploit a motif, whereas the viability of the host is not affected by mutation of a single motif.


Assuntos
Viroses/fisiopatologia , Proteínas 14-3-3/metabolismo , Antivirais/síntese química , Antivirais/uso terapêutico , Sítios de Ligação , Desenho de Fármacos , Humanos , Peptídeo Hidrolases/metabolismo , Fosfotransferases/metabolismo , Processamento de Proteína Pós-Traducional , Ubiquitina-Proteína Ligases/metabolismo , Viroses/tratamento farmacológico , Domínios de Homologia de src
7.
Cancer Prev Res (Phila) ; 9(10): 812-820, 2016 Oct.
Artigo em Inglês | MEDLINE | ID: mdl-27530130

RESUMO

The role of folate one-carbon metabolism in colorectal cancer development is controversial, with nutritional intervention studies producing conflicting results. It has been reported that ApcMin/+ mice maintained on a diet deficient in the methyl donors folic acid, methionine, choline, and vitamin B12, and supplemented with homocysteine, show a greater than 95% reduction in intestinal tumor development. The present study extends these findings and shows that tumor protection afforded by dietary methyl donor deficiency (MDD) is long-lasting. After 11 weeks of MDD, tumor protection persisted for at least an additional 7 weeks of methyl donor repletion (22.2 ± 3.5 vs. 70.2 ± 4.6 tumors per mouse; P < 0.01). Sustained tumor protection was associated with a reduction in intestinal crypt length (26%, P < 0.01), crypt cell division and crypt fission, and an increase in apoptosis of both normal crypts and tumors (4.9- and 3.2-fold, respectively, P < 0.01). MDD also caused a significant reduction in the number of Dclk1-positive cells in the intestine (62%, P < 0.01), a long-lived crypt cell with cancer stem cell potential. Several undesirable effects associated with methyl donor restriction (e.g., reduced body weight gain) were shown to be transient and readily reversible following methyl donor repletion. Taken together, these results indicate that even temporary dietary methyl donor restriction in adenoma-prone mice can induce persistent changes to the intestinal epithelium and provide long-lasting tumor protection. These data also suggest that transient reductions in dietary methyl donor consumption should be considered when studying the impact of folate on colon cancer risk in humans. Cancer Prev Res; 9(10); 812-20. ©2016 AACR.


Assuntos
Adenoma/metabolismo , Dieta , Neoplasias Intestinais/metabolismo , Animais , Colina/metabolismo , Ácido Fólico/metabolismo , Metionina/deficiência , Camundongos , Camundongos Endogâmicos C57BL , Camundongos Transgênicos , Distribuição Aleatória , Vitamina B 12/metabolismo
8.
JCI Insight ; 1(21): e88955, 2016 Dec 22.
Artigo em Inglês | MEDLINE | ID: mdl-28018970

RESUMO

Heterogeneity of tumor cells and their microenvironment can affect outcome in cancer. Blockade of immune checkpoints (ICPs) expressed only on a subset of immune cells leads to durable responses in advanced melanoma. Tissue-resident memory T (TRM) cells have recently emerged as a distinct subset of memory T cells in nonlymphoid tissues. Here, we show that functional properties and expression of ICPs within tumor-infiltrating lymphocytes (TILs) differ from those of blood T cells. TILs secrete less IL-2, IFN-γ, and TNF-α compared with circulating counterparts, and expression of VEGF correlated with reduced TIL infiltration. Within tumors, ICPs are particularly enriched within T cells with phenotype and genomic features of TRM cells and the CD16+ subset of myeloid cells. Concurrent T cell receptor (TCR) and tumor exome sequencing of individual metastases in the same patient revealed that interlesional diversity of TCRs exceeded differences in mutation/neoantigen load in tumor cells. These findings suggest that the TRM subset of TILs may be the major target of ICP blockade and illustrate interlesional diversity of tissue-resident TCRs within individual metastases, which did not equilibrate between metastases and may differentially affect the outcome of immune therapy at each site.

9.
Cancer Prev Res (Phila) ; 5(7): 911-20, 2012 Jul.
Artigo em Inglês | MEDLINE | ID: mdl-22677908

RESUMO

Despite recent population data, the influence of dietary folate supplementation on colon cancer risk remains controversial. This study examines the effects of folate deficiency, in combination with choline, methionine, and vitamin B12 depletion, on intestinal tumorigenesis in Apc(Min/+) mice. Methyl donor sufficient (MDS) and deficient (MDD) diets were started at five or 10 weeks of age and tumors evaluated at 16 weeks. MDD suppressed intestinal tumor formation in Apc(Min/+) mice (~80%) when started at five weeks of age. The protective effect was lost when MDD was initiated at 10 weeks of age, indicating an important time dependency on cancer suppression. Concomitant with cancer protection, MDD restricted body weight gain. Therefore, a second study was conducted in which MDS was given ad libitum or pair-fed with MDD. Although small intestinal tumors were reduced 54% in pair-fed MDS mice, MDD caused a further reduction (96%). In colon, although MDD did not affect tumor numbers, tumor size was reduced. Gene expression profiling of normal-appearing colonic mucosa after 11 weeks on MDD identified a total of 493 significantly downregulated genes relative to the MDS group. Pathway analysis placed many of these genes within general categories of inflammatory signaling and cell-cycle regulation, consistent with recently published human data obtained during folate depletion. Further studies are warranted to investigate the complex interplay of methyl donor status and cancer protection in high-risk populations.


Assuntos
Dieta , Deficiência de Ácido Fólico/prevenção & controle , Ácido Fólico/administração & dosagem , Genes APC/fisiologia , Neoplasias Intestinais/prevenção & controle , Animais , Biomarcadores Tumorais/genética , Restrição Calórica , Deficiência de Ácido Fólico/genética , Deficiência de Ácido Fólico/patologia , Perfilação da Expressão Gênica , Humanos , Neoplasias Intestinais/genética , Neoplasias Intestinais/patologia , Camundongos , Camundongos Endogâmicos C57BL , Análise de Sequência com Séries de Oligonucleotídeos , RNA Mensageiro/genética , Reação em Cadeia da Polimerase em Tempo Real , Reação em Cadeia da Polimerase Via Transcriptase Reversa , Transdução de Sinais
10.
Toxicol Sci ; 117(1): 122-32, 2010 Sep.
Artigo em Inglês | MEDLINE | ID: mdl-20562220

RESUMO

Cytosolic phospholipase A(2) (cPLA(2)) is the rate-limiting enzyme responsible for the generation of prostaglandins (PGs), which are bioactive lipids that play critical roles in maintaining gastrointestinal (GI) homeostasis. There has been a long-standing association between administration of cyclooxygenase (COX) inhibitors and GI toxicity. GI injury is thought to be induced by suppressed production of GI-protective PGs as well as direct injury to enterocytes. The present study sought to determine how pan-suppression of PG production via a genetic deletion of cPLA(2) impacts the susceptibility to COX inhibitor-induced GI injury. A panel of COX inhibitors including celecoxib, rofecoxib, sulindac, and aspirin were administered via diet to cPLA(2)(-/-) and cPLA(2)(+/+) littermates. Administration of celecoxib, rofecoxib, and sulindac, but not aspirin, resulted in acute lethality (within 2 weeks) in cPLA(2)(-/-) mice, but not in wild-type littermates. Histomorphological analysis revealed severe GI damage following celecoxib exposure associated with acute bacteremia and sepsis. Intestinal PG levels were reduced equivalently in both genotypes following celecoxib exposure, indicating that PG production was not likely responsible for the differential sensitivity. Gene expression profiling in the small intestines of mice identified drug-related changes among a panel of genes including those involved in mitochondrial function in cPLA(2)(-/-) mice. Further analysis of enterocytic mitochondria showed abnormal morphology as well as impaired ATP production in the intestines from celecoxib-exposed cPLA(2)(-/-) mice. Our data demonstrate that cPLA(2) appears to be an important component in conferring protection against COX inhibitor-induced enteropathy, which may be mediated through affects on enterocytic mitochondria.


Assuntos
Inibidores de Ciclo-Oxigenase/toxicidade , Intestinos/efeitos dos fármacos , Fosfolipases A2 Citosólicas/metabolismo , Pirazóis/toxicidade , Sulfonamidas/toxicidade , Trifosfato de Adenosina/metabolismo , Animais , Celecoxib , Perfilação da Expressão Gênica , Mucosa Intestinal/metabolismo , Intestinos/lesões , Intestinos/ultraestrutura , Camundongos , Camundongos Knockout , Microscopia Eletrônica de Transmissão , Mitocôndrias/efeitos dos fármacos , Mitocôndrias/metabolismo , Fosfolipases A2 Citosólicas/genética , Prostaglandinas/metabolismo
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